Table 5.
Average ± standard deviation f-score (F) performance [%] of SVM, MLP1, MLP2, and NB for decreasing number of folders in the RCV process. no SMOTE = no oversampling correction of class imbalance is done.
| nfolds | SMOTE | |||
|---|---|---|---|---|
| SVM | MLP2 | MLP1 | NB | |
| 10 | 9.85 ±0.63 | 7.54 ±0.16 | 10.23 ±0.8 | 9.83 ±0.3 |
| 5 | 9.67 ±0.49 | 7.65 ±0.19 | 9.67 ±0.26 | 9.83 ±0.53 |
| 4 | 9.6 ±0.17 | 7.65 ±0.02 | 9.71 ±0.23 | 9.83 ±0.13 |
| 3 | 9.73 ±0.18 | 7.57 ±0.06 | 9.69 ±0.07 | 9.98 ±0.17 |
|
| ||||
| no SMOTE | ||||
| SVM | MLP2 | MLP1 | NB | |
|
| ||||
| 10 | 1.86 ±0.00 | 9.70 ±1.45 | NA | 11.23 ±1.37 |
| 5 | 2.04 ±0.00 | 9.16 ±0.82 | NA | 11.20 ±1.14 |
| 4 | 1.95 ±0.40 | 9.62 ±0.75 | NA | 11.29 ±1.32 |
| 3 | 2.22 ±0.45 | 9.60 ±0.52 | NA | 11.08 ±1.23 |